predictive model using regression analysis to predict a person's likelihood of being diagnosed with heart disease using this dataset available on Kaggle https://www.kaggle.com/datasets/fedesoriano/heart-failure-prediction. This model could help doctors to better understand how at risk their patients are of experiencing heart failure which could lead to earlier diagnosis and management of the condition through medication and lifestyle changes.